Diagnose AI adoption barriers using individual change outcomes and perceived usefulness/ease-of-use.
A tool rollout is not the same as behavior adoption. ADKAR reminds us that change happens one person at a time. TAM reminds us that technology adoption depends heavily on perceived usefulness and perceived ease of use. Together, they give you a practical adoption diagnostic. Awareness is not desire People can know the AI tool exists and still not want it. Desire grows when the use case connects to a painful job, protects status, and reduces a cost the user actually feels. Knowledge is not ability A demo transfers information. Ability requires practice in the user's workflow: the right prompt,…
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